{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: tensorflow-gpu==2.2.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (2.2.0)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (3.2.1)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.1.0)\n",
      "Requirement already satisfied: astunparse==1.6.3 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.6.3)\n",
      "Requirement already satisfied: grpcio>=1.8.6 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.30.0)\n",
      "Requirement already satisfied: google-pasta>=0.1.8 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.2.0)\n",
      "Requirement already satisfied: wheel>=0.26; python_version >= \"3\" in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.34.2)\n",
      "Requirement already satisfied: gast==0.3.3 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.3.3)\n",
      "Requirement already satisfied: h5py<2.11.0,>=2.10.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (2.10.0)\n",
      "Requirement already satisfied: scipy==1.4.1; python_version >= \"3\" in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.4.1)\n",
      "Requirement already satisfied: tensorflow-estimator<2.3.0,>=2.2.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (2.2.0)\n",
      "Requirement already satisfied: tensorboard<2.3.0,>=2.2.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (2.2.2)\n",
      "Requirement already satisfied: wrapt>=1.11.1 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.12.1)\n",
      "Requirement already satisfied: keras-preprocessing>=1.1.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.1.2)\n",
      "Requirement already satisfied: protobuf>=3.8.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (3.12.2)\n",
      "Requirement already satisfied: absl-py>=0.7.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.9.0)\n",
      "Requirement already satisfied: numpy<2.0,>=1.16.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.18.5)\n",
      "Requirement already satisfied: six>=1.12.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.15.0)\n",
      "Requirement already satisfied: setuptools>=41.0.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (49.2.0.post20200714)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.7.0)\n",
      "Requirement already satisfied: google-auth<2,>=1.6.3 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.19.1)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.2.2)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2.24.0)\n",
      "Requirement already satisfied: werkzeug>=0.11.15 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.0.1)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.4.1)\n",
      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (4.1.1)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.2.8)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3\" in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (4.6)\n",
      "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.7.0)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.25.9)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2020.6.20)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2.10)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.0.4)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.3.0)\n",
      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.4.8)\n",
      "Requirement already satisfied: zipp>=0.5 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.1.0)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.1.0)\n"
     ]
    }
   ],
   "source": [
    "## tensorflow-gpu==2.3.0rc1 bug to load_weight after call inference\n",
    "!pip install tensorflow-gpu==2.2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow_tts.processor.ljspeech import LJSpeechProcessor\n",
    "from tensorflow_tts.processor.ljspeech import symbols, _symbol_to_id\n",
    "\n",
    "from tensorflow_tts.configs import FastSpeechConfig\n",
    "from tensorflow_tts.models import TFFastSpeech"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../examples/fastspeech/conf/fastspeech.v1.yaml') as f:\n",
    "    config = yaml.load(f, Loader=yaml.Loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = FastSpeechConfig(**config[\"fastspeech_params\"])\n",
    "processor = LJSpeechProcessor(None, \"english_cleaners\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"i love you so much.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech = TFFastSpeech(config=config, name=\"fastspeech\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save to Pb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech.load_weights(\"../examples/fastspeech/checkpoints/model-150000.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Skipping full serialization of Keras layer <tensorflow_tts.models.fastspeech.TFFastSpeech object at 0x7f44ffae03d0>, because it is not built.\n",
      "WARNING:tensorflow:From /home/lap13839/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/ops/resource_variable_ops.py:1817: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "If using Keras pass *_constraint arguments to layers.\n",
      "INFO:tensorflow:Assets written to: ./test_saved/assets\n"
     ]
    }
   ],
   "source": [
    "# save model into pb and do inference. Note that signatures should be a tf.function with input_signatures.\n",
    "tf.saved_model.save(fastspeech, \"./test_saved\", signatures=fastspeech.inference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech = tf.saved_model.load(\"./test_saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"There’s a way to measure the acute emotional intelligence that has never gone out of style.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let inference other input to check dynamic shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"The Commission further recommends that the Secret Service coordinate its planning as closely as possible with all of the Federal agencies from which it receives information.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let check speed control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.5], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
